1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
|
# Test methods with long descriptive names can omit docstrings
# pylint: disable=missing-docstring, abstract-method, protected-access
import unittest
from itertools import chain
from unittest.mock import Mock
import numpy as np
from Orange.data import (
Table, Domain,
ContinuousVariable, DiscreteVariable, StringVariable, TimeVariable
)
from Orange.widgets.data.owaggregatecolumns import OWAggregateColumns
from Orange.widgets.tests.base import WidgetTest
from Orange.widgets.utils.signals import AttributeList
class TestOWAggregateColumn(WidgetTest):
def setUp(self):
#: OWAggregateColumns
self.widget = self.create_widget(OWAggregateColumns)
c1, c2, c3 = map(ContinuousVariable, "c1 c2 c3".split())
t1, t2 = map(TimeVariable, "t1 t2".split())
d1, d2, d3 = (DiscreteVariable(n, values=("a", "b", "c"))
for n in "d1 d2 d3".split())
s1 = StringVariable("s1")
domain1 = Domain([c1, c2, d1, d2, t1], [d3], [s1, c3, t2])
self.data1 = Table.from_list(domain1,
[[0, 1, 0, 1, 2, 0, "foo", 0, 3],
[3, 1, 0, 1, 42, 0, "bar", 0, 4]])
domain2 = Domain([ContinuousVariable("c4")])
self.data2 = Table.from_list(domain2, [[4], [5]])
def test_no_input(self):
widget = self.widget
domain = self.data1.domain
self.send_signal(widget.Inputs.data, self.data1)
self.assertEqual(widget.variables, [])
widget.commit.now()
output = self.get_output(self.widget.Outputs.data)
self.assertIs(output, self.data1)
widget.variables = [domain[n] for n in "c1 c2 t2".split()]
widget.commit.now()
output = self.get_output(self.widget.Outputs.data)
self.assertIsNotNone(output)
self.send_signal(widget.Inputs.data, None)
widget.commit.now()
self.assertIsNone(self.get_output(self.widget.Outputs.data))
def test_compute_data(self):
domain = self.data1.domain
self.send_signal(self.widget.Inputs.data, self.data1)
self.widget.variables = [domain[n] for n in "c1 c2 t2".split()]
self.widget.operation = "Sum"
output = self.widget._compute_data()
self.assertEqual(output.domain.attributes[:-1], domain.attributes)
np.testing.assert_equal(output.X[:, -1], [4, 8])
self.widget.operation = "Max"
output = self.widget._compute_data()
self.assertEqual(output.domain.attributes[:-1], domain.attributes)
np.testing.assert_equal(output.X[:, -1], [3, 4])
def test_var_name(self):
domain = self.data1.domain
self.send_signal(self.widget.Inputs.data, self.data1)
self.widget.selection_method = self.widget.SelectAllAndMeta
self.widget.var_name = "test"
output = self.widget._compute_data()
self.assertEqual(output.domain.attributes[-1].name, "test")
self.widget.var_name = "d1"
output = self.widget._compute_data()
self.assertNotIn(
output.domain.attributes[-1].name,
[var.name for var in chain(domain.variables, domain.metas)])
def test_var_types(self):
domain = self.data1.domain
self.send_signal(self.widget.Inputs.data, self.data1)
variables = [domain[n] for n in "t1 c2 t2".split()]
for self.widget.operation in self.widget.Operations:
self.assertIsInstance(self.widget._new_var(variables),
ContinuousVariable)
variables = [domain[n] for n in "t1 t2".split()]
for self.widget.operation in self.widget.Operations:
self.assertIsInstance(
self.widget._new_var(variables),
TimeVariable
if self.widget.operation in ("Min", "Max", "Mean", "Median")
else ContinuousVariable)
def test_operations(self):
domain = self.data1.domain
self.send_signal(self.widget.Inputs.data, self.data1)
variables = [domain[n] for n in "c1 c2 t2".split()]
m1, m2 = 4 / 3, 8 / 3
for self.widget.operation, expected in {
"Sum": [4, 8], "Product": [0, 12],
"Min": [0, 1], "Max": [3, 4],
"Mean": [m1, m2],
"Variance": [(m1 ** 2 + (m1 - 1) ** 2 + (m1 - 3) ** 2) / 3,
((m2 - 3) ** 2 + (m2 - 1) ** 2 + (m2 - 4) ** 2) / 3],
"Median": [1, 3],
"Count non-zero": [2, 3]}.items():
np.testing.assert_equal(
self.widget._compute_column(variables), expected,
err_msg=f"error in '{self.widget.operation}'")
def test_operations_with_nan(self):
domain = self.data1.domain
self.send_signal(self.widget.Inputs.data, self.data1)
with self.data1.unlocked():
self.data1.X[1, 0] = np.nan
variables = [domain[n] for n in "c1 c2 t2".split()]
m1, m2 = 4 / 3, 5 / 2
for self.widget.operation, expected in {
"Sum": [4, 5], "Product": [0, 4],
"Min": [0, 1], "Max": [3, 4],
"Mean": [m1, m2],
"Variance": [(m1 ** 2 + (m1 - 1) ** 2 + (m1 - 3) ** 2) / 3,
((m2 - 1) ** 2 + (m2 - 4) ** 2) / 2],
"Median": [1, 2.5],
"Count non-zero": [2, 2]}.items():
np.testing.assert_equal(
self.widget._compute_column(variables), expected,
err_msg=f"error in '{self.widget.operation}'")
def test_contexts(self):
domain = self.data1.domain
self.send_signal(self.widget.Inputs.data, self.data1)
self.widget.variables = [domain[n] for n in "c1 c2 t2".split()]
saved = self.widget.variables[:]
self.send_signal(self.widget.Inputs.data, self.data2)
self.assertEqual(self.widget.variables, [])
self.send_signal(self.widget.Inputs.data, self.data1)
self.assertEqual(self.widget.variables, saved)
def test_selection_in_context(self):
widget = self.widget
self.send_signal(widget.Inputs.data, self.data1)
self.widget.variables[:] = self.data1.domain.variables[1:3]
self.send_signal(widget.Inputs.data, self.data2)
self.assertEqual(widget.variables, [])
self.send_signal(widget.Inputs.data, self.data1)
self.assertSequenceEqual(self.widget.variables[:],
self.data1.domain.variables[1:3])
def test_features_signal(self):
widget = self.widget
widget.selection_method = widget.SelectAll
self.send_signal(widget.Inputs.data, self.data1)
self.assertEqual([attr.name for attr in widget._variables()],
"c1 c2 t1".split())
attr_list = [self.data1.domain[attr] for attr in "c1 t2".split()]
self.send_signal(widget.Inputs.features, AttributeList(attr_list))
self.assertEqual(widget._variables(), attr_list)
self.assertFalse(widget.Warning.missing_features.is_shown())
self.assertFalse(widget.Warning.discrete_features.is_shown())
np.testing.assert_equal(
self.get_output(widget.Outputs.data).get_column_view("agg")[0],
[3, 7])
attr_list = [self.data1.domain[attr] for attr in "c1 t2 d1".split()]
self.send_signal(widget.Inputs.features, AttributeList(attr_list))
self.assertEqual(widget._variables(), attr_list[:2])
self.assertFalse(widget.Warning.missing_features.is_shown())
self.assertTrue(widget.Warning.discrete_features.is_shown())
np.testing.assert_equal(
self.get_output(widget.Outputs.data).get_column_view("agg")[0],
[3, 7])
attr_list.append(ContinuousVariable("foo"))
self.send_signal(widget.Inputs.features, AttributeList(attr_list))
self.assertEqual(widget._variables(), attr_list[:2])
self.assertTrue(widget.Warning.missing_features.is_shown())
self.assertTrue(widget.Warning.discrete_features.is_shown())
np.testing.assert_equal(
self.get_output(widget.Outputs.data).get_column_view("agg")[0],
[3, 7])
self.send_signal(widget.Inputs.features, None)
self.assertFalse(widget.Warning.missing_features.is_shown())
self.assertFalse(widget.Warning.discrete_features.is_shown())
del attr_list[2] # discrete variable
attr_list.append(ContinuousVariable("foo"))
self.send_signal(widget.Inputs.features, AttributeList(attr_list))
self.assertEqual(widget._variables(), attr_list[:2])
self.assertTrue(widget.Warning.missing_features.is_shown())
self.assertFalse(widget.Warning.discrete_features.is_shown())
np.testing.assert_equal(
self.get_output(widget.Outputs.data).get_column_view("agg")[0],
[3, 7])
self.assertEqual(widget.selection_group.checkedId(),
widget.InputFeatures)
self.assertTrue(all(
button.isEnabled() is (i == widget.InputFeatures)
for i, button in enumerate(widget.selection_group.buttons())))
self.assertFalse(widget.controls.variables.isEnabled())
self.send_signal(widget.Inputs.features, None)
self.assertEqual([attr.name for attr in widget._variables()],
"c1 c2 t1".split())
self.assertEqual(widget.selection_group.checkedId(), widget.SelectAll)
self.assertTrue(all(
button.isEnabled() is (i != widget.InputFeatures)
for i, button in enumerate(widget.selection_group.buttons())))
self.assertFalse(widget.controls.variables.isEnabled())
self.send_signal(widget.Inputs.features, AttributeList())
self.assertEqual(widget.selection_group.checkedId(), widget.InputFeatures)
self.assertTrue(all(button.isDisabled())
for button in widget.selection_group.buttons())
self.assertFalse(widget.controls.variables.isEnabled())
attr_list = [self.data1.domain[attr] for attr in "d1 d2".split()]
self.send_signal(widget.Inputs.features, AttributeList(attr_list))
self.assertEqual(widget.selection_group.checkedId(), widget.InputFeatures)
self.assertTrue(all(button.isDisabled())
for button in widget.selection_group.buttons())
self.assertFalse(widget.controls.variables.isEnabled())
self.assertNotIn(
"agg",
[var.name for var in self.get_output(widget.Outputs.data).domain])
def test_selection_radios(self):
widget = self.widget
self.send_signal(widget.Inputs.data, self.data1)
widget.variables = [self.data1.domain[attr] for attr in "c1 t2".split()]
widget.selection_group.button(widget.SelectAll).click()
np.testing.assert_equal(
self.get_output(widget.Outputs.data).get_column_view("agg")[0],
[3, 46])
widget.selection_group.button(widget.SelectAllAndMeta).click()
np.testing.assert_equal(
self.get_output(widget.Outputs.data).get_column_view("agg")[0],
[6, 50])
widget.selection_group.button(widget.SelectManually).click()
np.testing.assert_equal(
self.get_output(widget.Outputs.data).get_column_view("agg")[0],
[3, 7])
def test_operation_changed(self):
widget = self.widget
self.send_signal(widget.Inputs.data, self.data1)
widget.selection_group.button(widget.SelectAll).click()
np.testing.assert_equal(
self.get_output(widget.Outputs.data).get_column_view("agg")[0],
[3, 46])
oper = widget.Operations["Max"].name
widget.operation_combo.setCurrentText(oper)
widget.operation_combo.textActivated[str].emit(oper)
np.testing.assert_equal(
self.get_output(widget.Outputs.data).get_column_view("agg")[0],
[2, 42])
def test_and_others(self):
self.assertEqual(
self.widget._and_others(self.data1.domain.variables[:1], 1),
"'c1'")
self.assertEqual(
self.widget._and_others(self.data1.domain.variables[:1], 10),
"'c1'")
self.assertEqual(
self.widget._and_others(self.data1.domain.variables, 20),
"'c1', 'c2', 'd1', 'd2', 't1' and 'd3'")
self.assertEqual(
self.widget._and_others(self.data1.domain.variables, 6),
"'c1', 'c2', 'd1', 'd2', 't1' and 'd3'")
self.assertEqual(
self.widget._and_others(self.data1.domain.variables, 5),
"'c1', 'c2', 'd1', 'd2', 't1' and 1 more")
self.assertEqual(
self.widget._and_others(self.data1.domain.variables, 2),
"'c1', 'c2' and 4 more")
def test_missing(self):
attrs = self.data1.domain.attributes
self.assertEqual(self.widget._missing(attrs, attrs), "")
self.assertEqual(self.widget._missing(attrs, attrs[1:]),
f"'{attrs[0].name}'")
self.assertEqual(self.widget._missing(attrs, attrs[2:]),
f"'{attrs[0].name}' and '{attrs[1].name}'")
def test_report(self):
self.widget.send_report()
domain = self.data1.domain
self.send_signal(self.widget.Inputs.data, self.data1)
self.widget.variables = [domain[n] for n in "c1 c2 t2".split()]
self.widget.send_report()
domain3 = Domain([ContinuousVariable(f"c{i:02}") for i in range(100)])
data3 = Table.from_numpy(domain3, np.zeros((2, 100)))
self.send_signal(self.widget.Inputs.data, data3)
self.widget.variables[:] = self.widget.variable_model[:]
self.widget.send_report()
if __name__ == "__main__":
unittest.main()
|
